| Paper Abstract and Keywords |
| Presentation |
2008-03-12 16:50
Conversion of inner parameters to outer parameters Yoshifusa Ito, Hiroyuki Izumi (Aichi-Gakuin Univ.) NC2007-127 |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
To overcome difficultites in learning of $a$ three-layer nural network, construction of $a$ network with hidden-layer units having smaller numbers of inner parameters is recently proposed [3]. Since the paper is
substantially consists of approximation theorems, we discuss on
application of the theorems to actual neural networks in this paper,
where our simulation results are incorporated. Though the individual
hidden units of the network have less parameters, the number of hidden
units is increased. Hence, the result implies that the inner parameters
of the network are converted to the outer parameters. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
approximation / learning / parameter / hidden unit / three-layer neural network / / / |
| Reference Info. |
IEICE Tech. Rep., vol. 107, no. 542, NC2007-127, pp. 91-96, March 2008. |
| Paper # |
NC2007-127 |
| Date of Issue |
2008-03-05 (NC) |
| ISSN |
Print edition: ISSN 0913-5685 Online edition: ISSN 2432-6380 |
Copyright and reproduction |
All rights are reserved and no part of this publication may be reproduced or transmitted in any form or by any means, electronic or mechanical, including photocopy, recording, or any information storage and retrieval system, without permission in writing from the publisher. Notwithstanding, instructors are permitted to photocopy isolated articles for noncommercial classroom use without fee. (License No.: 10GA0019/12GB0052/13GB0056/17GB0034/18GB0034) |
| Download PDF |
NC2007-127 |
| Conference Information |
| Committee |
NC MBE |
| Conference Date |
2008-03-12 - 2008-03-14 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
Tamagawa Univ |
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
|
| Paper Information |
| Registration To |
NC |
| Conference Code |
2008-03-NC-MBE |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
Conversion of inner parameters to outer parameters |
| Sub Title (in English) |
|
| Keyword(1) |
approximation |
| Keyword(2) |
learning |
| Keyword(3) |
parameter |
| Keyword(4) |
hidden unit |
| Keyword(5) |
three-layer neural network |
| Keyword(6) |
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| Keyword(7) |
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| Keyword(8) |
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| 1st Author's Name |
Yoshifusa Ito |
| 1st Author's Affiliation |
Aichi-Gakuin University (Aichi-Gakuin Univ.) |
| 2nd Author's Name |
Hiroyuki Izumi |
| 2nd Author's Affiliation |
Aichi-Gakuin University (Aichi-Gakuin Univ.) |
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| Speaker |
Author-1 |
| Date Time |
2008-03-12 16:50:00 |
| Presentation Time |
20 minutes |
| Registration for |
NC |
| Paper # |
NC2007-127 |
| Volume (vol) |
vol.107 |
| Number (no) |
no.542 |
| Page |
pp.91-96 |
| #Pages |
6 |
| Date of Issue |
2008-03-05 (NC) |